How to take away shadows where I don't want them?
You can turn the wall into a shadow catcher by looking at the Cycles Settings in the Object Panel.

In this case, select the wall object and enable Shadow Catcher. You might have to adjust the diffuse color of the wall to white in order to make the wall completely transparent.